Payments

Dataset statistics

Number of variables	12
Number of observations	8250
Missing cells	7667
Missing cells (%)	7.7%
Duplicate rows	85
Duplicate rows (%)	1.0%
Total size in memory	773.6 KiB
Average record size in memory	96.0 B

Variable types

Numeric	10
DateTime	2

Alerts

Dataset has 85 (1.0%) duplicate rows	Duplicates
`OVD_sum` is highly overall correlated with `OVD_t1` and 2 other fields	High correlation
`OVD_t1` is highly overall correlated with `OVD_sum` and 1 other fields	High correlation
`OVD_t2` is highly overall correlated with `OVD_sum` and 2 other fields	High correlation
`OVD_t3` is highly overall correlated with `OVD_sum` and 1 other fields	High correlation
`prod_limit` has 6118 (74.2%) missing values	Missing
`highest_balance` has 409 (5.0%) missing values	Missing
`report_date` has 1114 (13.5%) missing values	Missing
`new_balance` is highly skewed (γ1 = 79.0773819)	Skewed
`highest_balance` is highly skewed (γ1 = 47.71863449)	Skewed
`OVD_t1` has 7475 (90.6%) zeros	Zeros
`OVD_t2` has 7886 (95.6%) zeros	Zeros
`OVD_t3` has 7983 (96.8%) zeros	Zeros
`OVD_sum` has 7330 (88.8%) zeros	Zeros
`pay_normal` has 285 (3.5%) zeros	Zeros
`prod_code` has 147 (1.8%) zeros	Zeros
`new_balance` has 3864 (46.8%) zeros	Zeros

Reproduction

Analysis started	2025-03-12 01:56:39.346941
Analysis finished	2025-03-12 01:56:45.785809
Duration	6.44 seconds
Software version	ydata-profiling vv4.13.0
Download configuration	config.json

id
Real number (ℝ)

Distinct	1125
Distinct (%)	13.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57821730

Minimum	54982353
Maximum	59006239
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.6 KiB

Quantile statistics

Minimum	54982353
5-th percentile	54984182
Q1	54990497
median	58989048
Q3	58996551
95-th percentile	59003954
Maximum	59006239
Range	4023886
Interquartile range (IQR)	4006054

Descriptive statistics

Standard deviation	1822724
Coefficient of variation (CV)	0.031523165
Kurtosis	-1.1676063
Mean	57821730
Median Absolute Deviation (MAD)	9099
Skewness	-0.91248548
Sum	4.7702928 × 10¹¹
Variance	3.3223226 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
58988212	55	0.7%
54990497	48	0.6%
58998646	45	0.5%
58991343	39	0.5%
58987276	39	0.5%
54989251	37	0.4%
59000307	33	0.4%
58999208	32	0.4%
54991742	32	0.4%
59000510	31	0.4%
Other values (1115)	7859	95.3%

Value	Count	Frequency (%)
54982353	18	0.2%
54982356	7	0.1%
54982387	11	0.1%
54982463	2	< 0.1%
54982530	4	< 0.1%
54982549	10	0.1%
54982579	22	0.3%
54982665	4	< 0.1%
54982697	2	< 0.1%
54982721	10	0.1%

Value	Count	Frequency (%)
59006239	3	< 0.1%
59006219	3	< 0.1%
59006193	8	0.1%
59006139	4	< 0.1%
59005995	3	< 0.1%
59005917	2	< 0.1%
59005881	3	< 0.1%
59005880	8	0.1%
59005871	5	0.1%
59005860	6	0.1%

OVD_t1
Real number (ℝ)

High correlation Zeros

Distinct	21
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.24909091

Minimum	0
Maximum	34
Zeros	7475
Zeros (%)	90.6%
Negative	0
Negative (%)	0.0%
Memory size	64.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	34
Range	34
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.2501966
Coefficient of variation (CV)	5.0190376
Kurtosis	203.50205
Mean	0.24909091
Median Absolute Deviation (MAD)	0
Skewness	11.350079
Sum	2055
Variance	1.5629917
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	7475	90.6%
1	397	4.8%
2	147	1.8%
3	61	0.7%
4	61	0.7%
5	26	0.3%
6	20	0.2%
7	15	0.2%
8	14	0.2%
9	9	0.1%
Other values (11)	25	0.3%

Value	Count	Frequency (%)
0	7475	90.6%
1	397	4.8%
2	147	1.8%
3	61	0.7%
4	61	0.7%
5	26	0.3%
6	20	0.2%
7	15	0.2%
8	14	0.2%
9	9	0.1%

Value	Count	Frequency (%)
34	1	< 0.1%
31	2	< 0.1%
23	1	< 0.1%
17	1	< 0.1%
16	2	< 0.1%
15	2	< 0.1%
14	3	< 0.1%
13	2	< 0.1%
12	4	< 0.1%
11	5	0.1%

OVD_t2
Real number (ℝ)

High correlation Zeros

Distinct	16
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12715152

Minimum	0
Maximum	34
Zeros	7886
Zeros (%)	95.6%
Negative	0
Negative (%)	0.0%
Memory size	64.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	34
Range	34
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.86004635
Coefficient of variation (CV)	6.7639489
Kurtosis	406.08777
Mean	0.12715152
Median Absolute Deviation (MAD)	0
Skewness	15.318031
Sum	1049
Variance	0.73967973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	7886	95.6%
2	127	1.5%
1	111	1.3%
3	43	0.5%
4	31	0.4%
5	12	0.1%
6	9	0.1%
7	9	0.1%
9	7	0.1%
10	4	< 0.1%
Other values (6)	11	0.1%

Value	Count	Frequency (%)
0	7886	95.6%
1	111	1.3%
2	127	1.5%
3	43	0.5%
4	31	0.4%
5	12	0.1%
6	9	0.1%
7	9	0.1%
8	3	< 0.1%
9	7	0.1%

Value	Count	Frequency (%)
34	1	< 0.1%
23	1	< 0.1%
14	1	< 0.1%
12	1	< 0.1%
11	4	< 0.1%
10	4	< 0.1%
9	7	0.1%
8	3	< 0.1%
7	9	0.1%
6	9	0.1%

OVD_t3
Real number (ℝ)

High correlation Zeros

Distinct	33
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.36921212

Minimum	0
Maximum	35
Zeros	7983
Zeros (%)	96.8%
Negative	0
Negative (%)	0.0%
Memory size	64.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	35
Range	35
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.9003196
Coefficient of variation (CV)	7.8554289
Kurtosis	99.087751
Mean	0.36921212
Median Absolute Deviation (MAD)	0
Skewness	9.6446005
Sum	3046
Variance	8.4118535
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	7983	96.8%
1	46	0.6%
2	35	0.4%
3	22	0.3%
35	15	0.2%
6	14	0.2%
5	13	0.2%
34	12	0.1%
4	12	0.1%
9	12	0.1%
Other values (23)	86	1.0%

Value	Count	Frequency (%)
0	7983	96.8%
1	46	0.6%
2	35	0.4%
3	22	0.3%
4	12	0.1%
5	13	0.2%
6	14	0.2%
7	5	0.1%
8	4	< 0.1%
9	12	0.1%

Value	Count	Frequency (%)
35	15	0.2%
34	12	0.1%
33	6	0.1%
32	4	< 0.1%
31	3	< 0.1%
30	2	< 0.1%
26	1	< 0.1%
25	2	< 0.1%
24	5	0.1%
23	3	< 0.1%

OVD_sum
Real number (ℝ)

High correlation Zeros

Distinct	393
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	187.6817

Minimum	0
Maximum	31500
Zeros	7330
Zeros (%)	88.8%
Negative	0
Negative (%)	0.0%
Memory size	64.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	107.55
Maximum	31500
Range	31500
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1804.2326
Coefficient of variation (CV)	9.613258
Kurtosis	185.91802
Mean	187.6817
Median Absolute Deviation (MAD)	0
Skewness	13.091835
Sum	1548374
Variance	3255255.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7330	88.8%
1	76	0.9%
30	52	0.6%
15	19	0.2%
6	15	0.2%
2	15	0.2%
25	13	0.2%
45	12	0.1%
16	12	0.1%
60	11	0.1%
Other values (383)	695	8.4%

Value	Count	Frequency (%)
0	7330	88.8%
1	76	0.9%
2	15	0.2%
3	8	0.1%
4	6	0.1%
5	7	0.1%
6	15	0.2%
7	10	0.1%
8	1	< 0.1%
9	7	0.1%

Value	Count	Frequency (%)
31500	2	< 0.1%
31300	1	< 0.1%
30600	2	< 0.1%
30312	1	< 0.1%
29922	1	< 0.1%
29890	1	< 0.1%
29700	1	< 0.1%
29645	1	< 0.1%
28984	1	< 0.1%
28105	1	< 0.1%

pay_normal
Real number (ℝ)

Zeros

Distinct	37
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.526667

Minimum	0
Maximum	36
Zeros	285
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	64.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	11
Q3	25
95-th percentile	36
Maximum	36
Range	36
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	12.053627
Coefficient of variation (CV)	0.82975865
Kurtosis	-1.0761803
Mean	14.526667
Median Absolute Deviation (MAD)	9
Skewness	0.55839522
Sum	119845
Variance	145.28993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
1	910	11.0%
36	651	7.9%
2	419	5.1%
3	345	4.2%
4	315	3.8%
9	299	3.6%
6	294	3.6%
35	286	3.5%
0	285	3.5%
10	284	3.4%
Other values (27)	4162	50.4%

Value	Count	Frequency (%)
0	285	3.5%
1	910	11.0%
2	419	5.1%
3	345	4.2%
4	315	3.8%
5	283	3.4%
6	294	3.6%
7	279	3.4%
8	283	3.4%
9	299	3.6%

Value	Count	Frequency (%)
36	651	7.9%
35	286	3.5%
34	168	2.0%
33	119	1.4%
32	105	1.3%
31	117	1.4%
30	86	1.0%
29	88	1.1%
28	121	1.5%
27	103	1.2%

prod_code
Real number (ℝ)

Zeros

Distinct	21
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.232

Minimum	0
Maximum	27
Zeros	147
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	64.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	10
Q3	10
95-th percentile	13
Maximum	27
Range	27
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.5330549
Coefficient of variation (CV)	0.42918548
Kurtosis	2.4727832
Mean	8.232
Median Absolute Deviation (MAD)	0
Skewness	0.036071404
Sum	67914
Variance	12.482477
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
10	4523	54.8%
6	1144	13.9%
5	962	11.7%
1	427	5.2%
13	425	5.2%
2	239	2.9%
0	147	1.8%
7	147	1.8%
12	56	0.7%
19	35	0.4%
Other values (11)	145	1.8%

Value	Count	Frequency (%)
0	147	1.8%
1	427	5.2%
2	239	2.9%
3	21	0.3%
4	4	< 0.1%
5	962	11.7%
6	1144	13.9%
7	147	1.8%
8	24	0.3%
9	3	< 0.1%

Value	Count	Frequency (%)
27	3	< 0.1%
26	14	0.2%
25	5	0.1%
24	24	0.3%
22	3	< 0.1%
19	35	0.4%
17	22	0.3%
15	22	0.3%
13	425	5.2%
12	56	0.7%

prod_limit
Real number (ℝ)

Missing

Distinct	321
Distinct (%)	15.1%
Missing	6118
Missing (%)	74.2%
Infinite	0
Infinite (%)	0.0%
Mean	85789.702

Minimum	1.1
Maximum	660000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.6 KiB

Quantile statistics

Minimum	1.1
5-th percentile	11000
Q1	37400
median	68200
Q3	112200
95-th percentile	215847.5
Maximum	660000
Range	659998.9
Interquartile range (IQR)	74800

Descriptive statistics

Standard deviation	74345.828
Coefficient of variation (CV)	0.8666055
Kurtosis	11.844532
Mean	85789.702
Median Absolute Deviation (MAD)	36300
Skewness	2.6682966
Sum	1.8290365 × 10⁸
Variance	5.5273022 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55000	103	1.2%
11000	86	1.0%
33000	51	0.6%
27500	47	0.6%
22000	46	0.6%
82500	45	0.5%
44000	44	0.5%
16500	37	0.4%
110000	37	0.4%
66000	35	0.4%
Other values (311)	1601	19.4%
(Missing)	6118	74.2%

Value	Count	Frequency (%)
1.1	1	< 0.1%
1100	2	< 0.1%
1650	3	< 0.1%
2090	2	< 0.1%
2200	5	0.1%
2750	3	< 0.1%
4070	1	< 0.1%
5500	6	0.1%
6050	1	< 0.1%
9240	1	< 0.1%

Value	Count	Frequency (%)
660000	3	< 0.1%
566500	1	< 0.1%
550000	4	< 0.1%
543400	1	< 0.1%
526900	1	< 0.1%
481800	1	< 0.1%
468600	1	< 0.1%
458700	1	< 0.1%
412500	3	< 0.1%
410300	1	< 0.1%

update_date
Date

Distinct	3041
Distinct (%)	37.0%
Missing	26
Missing (%)	0.3%
Memory size	64.6 KiB

Minimum	1988-07-19 00:00:00
Maximum	2016-05-31 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

new_balance
Real number (ℝ)

Skewed Zeros

Distinct	3939
Distinct (%)	47.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	105404.2

Minimum	-40303.2
Maximum	1.6321196 × 10⁸
Zeros	3864
Zeros (%)	46.8%
Negative	372
Negative (%)	4.5%
Memory size	64.6 KiB

Quantile statistics

Minimum	-40303.2
5-th percentile	0
Q1	0
median	0
Q3	24948
95-th percentile	313394.64
Maximum	1.6321196 × 10⁸
Range	1.6325226 × 10⁸
Interquartile range (IQR)	24948

Descriptive statistics

Standard deviation	1887704.1
Coefficient of variation (CV)	17.909193
Kurtosis	6770.8746
Mean	105404.2
Median Absolute Deviation (MAD)	76.2
Skewness	79.077382
Sum	8.6958464 × 10⁸
Variance	3.5634269 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3864	46.8%
-1.2	81	1.0%
-2.4	16	0.2%
-4.8	12	0.1%
-3.6	10	0.1%
1.2	7	0.1%
682.8	6	0.1%
673.2	6	0.1%
18000	6	0.1%
6000	6	0.1%
Other values (3929)	4236	51.3%

Value	Count	Frequency (%)
-40303.2	1	< 0.1%
-32662.8	1	< 0.1%
-25200	1	< 0.1%
-22606.8	1	< 0.1%
-14156.4	1	< 0.1%
-13485.6	1	< 0.1%
-12684	1	< 0.1%
-12134.4	1	< 0.1%
-11680.8	1	< 0.1%
-11284.8	1	< 0.1%

Value	Count	Frequency (%)
163211958	1	< 0.1%
32493420	1	< 0.1%
16800000	1	< 0.1%
14351192.4	1	< 0.1%
9619698	1	< 0.1%
9567460.8	1	< 0.1%
8421901.2	1	< 0.1%
8220792	1	< 0.1%
7937396.4	1	< 0.1%
6519902.4	1	< 0.1%

highest_balance
Real number (ℝ)

Missing Skewed

Distinct	5140
Distinct (%)	65.6%
Missing	409
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%
Mean	219202.73

Minimum	501
Maximum	1.800005 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.6 KiB

Quantile statistics

Minimum	501
5-th percentile	4824
Q1	23453
median	44047
Q3	100500
95-th percentile	531500
Maximum	1.800005 × 10⁸
Range	1.8 × 10⁸
Interquartile range (IQR)	77047

Descriptive statistics

Standard deviation	2814536.4
Coefficient of variation (CV)	12.839879
Kurtosis	2599.7929
Mean	219202.73
Median Absolute Deviation (MAD)	27475
Skewness	47.718634
Sum	1.7187686 × 10⁹
Variance	7.9216152 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100500	151	1.8%
150500	102	1.2%
200500	84	1.0%
30500	66	0.8%
250500	54	0.7%
300500	53	0.6%
500500	53	0.6%
50500	49	0.6%
400500	42	0.5%
40500	39	0.5%
Other values (5130)	7148	86.6%
(Missing)	409	5.0%

Value	Count	Frequency (%)
501	4	< 0.1%
502	1	< 0.1%
511	1	< 0.1%
514	1	< 0.1%
518	1	< 0.1%
550	1	< 0.1%
556	1	< 0.1%
581	1	< 0.1%
600	1	< 0.1%
601	8	0.1%

Value	Count	Frequency (%)
180000500	1	< 0.1%
100000500	1	< 0.1%
95464005	1	< 0.1%
85000500	1	< 0.1%
35661277	1	< 0.1%
18000500	1	< 0.1%
14000500	1	< 0.1%
12000500	1	< 0.1%
10000500	1	< 0.1%
8580500	1	< 0.1%

report_date
Date

Missing

Distinct	1862
Distinct (%)	26.1%
Missing	1114
Missing (%)	13.5%
Memory size	64.6 KiB

Minimum	1996-02-24 00:00:00
Maximum	2016-06-17 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

	OVD_sum	OVD_t1	OVD_t2	OVD_t3	highest_balance	id	new_balance	pay_normal	prod_code	prod_limit
OVD_sum	1.000	0.894	0.635	0.559	0.015	-0.034	-0.119	0.077	0.042	-0.095
OVD_t1	0.894	1.000	0.542	0.301	0.021	-0.021	-0.080	0.125	0.035	-0.061
OVD_t2	0.635	0.542	1.000	0.525	0.008	-0.005	-0.135	0.016	0.024	-0.139
OVD_t3	0.559	0.301	0.525	1.000	-0.007	-0.027	-0.138	-0.068	0.020	-0.142
highest_balance	0.015	0.021	0.008	-0.007	1.000	-0.031	0.351	0.186	-0.363	0.474
id	-0.034	-0.021	-0.005	-0.027	-0.031	1.000	0.015	0.010	0.025	0.026
new_balance	-0.119	-0.080	-0.135	-0.138	0.351	0.015	1.000	0.102	-0.097	0.327
pay_normal	0.077	0.125	0.016	-0.068	0.186	0.010	0.102	1.000	0.119	0.022
prod_code	0.042	0.035	0.024	0.020	-0.363	0.025	-0.097	0.119	1.000	0.036
prod_limit	-0.095	-0.061	-0.139	-0.142	0.474	0.026	0.327	0.022	0.036	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	id	pay_normal	prod_code	prod_limit	update_date	new_balance	highest_balance	report_date
0	58987402	1	10	16500.0	04/12/2016	0.0	NaN	NaN
1	58995151	1	5	NaN	04/12/2016	588720.0	491100.0	NaN
2	58997200	2	5	NaN	04/12/2016	840000.0	700500.0	22/04/2016
3	54988608	3	10	37400.0	03/12/2016	8425.2	7520.0	25/04/2016
4	54987763	2	10	NaN	03/12/2016	15147.6	NaN	26/04/2016
5	59004828	3	10	88000.0	02/12/2016	3196.8	6193.0	15/04/2016
6	58994429	2	10	16500.0	02/12/2016	3252.0	3210.0	NaN
7	54987756	2	1	NaN	02/12/2016	365331.6	304943.0	NaN
8	58988028	4	0	NaN	02/12/2016	16795.2	28500.0	19/04/2016
9	58993180	3	6	NaN	02/12/2016	26688.0	31300.0	20/03/2016

	id	pay_normal	prod_code	prod_limit	update_date	new_balance	highest_balance	report_date
8240	59003535	4	6	NaN	NaN	8332.8	11040.0	NaN
8241	54988244	2	13	NaN	NaN	46041.6	45499.0	NaN
8242	58998715	1	2	NaN	NaN	154012.8	128844.0	16/12/2015
8243	58998715	1	2	NaN	NaN	1448944.8	2415400.0	22/11/2015
8244	58999145	14	12	NaN	NaN	0.0	126500.0	NaN
8245	58995478	9	15	NaN	NaN	0.0	NaN	NaN
8246	54992408	1	2	NaN	NaN	0.0	NaN	NaN
8247	54988209	5	13	NaN	NaN	20654.4	33315.0	NaN
8248	54992408	1	2	NaN	NaN	0.0	NaN	NaN
8249	54989207	1	5	NaN	NaN	240000.0	200500.0	NaN

Most frequently occurring

	id	OVD_t1	OVD_t3	OVD_sum	pay_normal	prod_code	prod_limit	update_date	new_balance	highest_balance	report_date	# duplicates
29	54992408	0	0	0	1	2	NaN	NaN	0.0	NaN	NaN	4
30	58982978	0	0	0	1	0	NaN	07/11/2011	0.0	NaN	NaN	3
49	58989600	0	0	0	4	15	NaN	26/04/2015	0.0	100500.0	26/04/2015	3
50	58989600	0	0	0	20	10	125400.0	28/03/2014	100155.6	121376.0	25/11/2015	3
51	58989600	0	0	0	36	10	NaN	12/08/2012	37899.6	59730.0	23/10/2015	3
0	54985410	1	0	6	4	10	NaN	08/11/2007	0.0	11676.0	26/02/2008	2
1	54986948	0	0	0	1	10	NaN	16/08/1997	0.0	NaN	NaN	2
2	54987336	0	6	5196	2	10	NaN	15/01/2002	0.0	91755.0	14/03/2014	2
3	54988645	0	0	0	2	6	NaN	10/05/2011	0.0	14500.0	22/06/2012	2
4	54989251	0	0	0	0	10	NaN	19/04/1997	0.0	NaN	NaN	2

Overview

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring

Overview

Variables

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring